{"id":"W4200070544","doi":"10.17645/up.v6i4.4536","title":"Creating the Conditions for Climate Resilience: A Community-Based Approach in Canumay East, Philippines","year":2021,"lang":"en","type":"article","venue":"Urban Planning","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Vulnerability (computing); Flooding (psychology); Government (linguistics); Livelihood; Private sector; Community resilience; Environmental planning; Climate change; Geography; Political science; Psychological resilience; State (computer science); Environmental resource management; Economic growth; Resource (disambiguation); Economics; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001471394,0.0000956789,0.0001311725,0.00008724415,0.002298768,0.0001583879,0.0002046215,0.00006674177,0.00003346194],"category_scores_gemma":[0.0007303559,0.00008792491,0.00004939105,0.0005127195,0.0001803433,0.0001862304,0.00002848646,0.0002171962,0.000002904285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427005,"about_ca_system_score_gemma":0.0002566984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609535,"about_ca_topic_score_gemma":0.009162169,"domain_scores_codex":[0.9984906,0.0005594783,0.0002304713,0.0001636696,0.0002225814,0.000333163],"domain_scores_gemma":[0.9983915,0.001079156,0.0001186374,0.000200081,0.0001624537,0.00004818893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005469525,0.0002907279,0.2395225,0.0002601552,0.0000231609,0.00001026181,0.6960365,0.02258905,0.002184929,0.02961469,0.009039059,0.0003743074],"study_design_scores_gemma":[0.001415527,0.00007082365,0.04562031,0.0005464102,0.00006035303,0.000004596303,0.8572573,0.05957612,0.0003612069,0.002035345,0.03255105,0.00050097],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9551709,0.0004616101,0.004051139,0.003018088,0.0002365276,0.0008902338,0.000236041,0.0001605259,0.03577494],"genre_scores_gemma":[0.9963173,0.000009343544,0.00159528,0.000511727,0.0002373715,0.0002027094,0.0007089052,0.00001305443,0.0004042631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1939022,"threshold_uncertainty_score":0.9990001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1830595072873662,"score_gpt":0.3660612515869089,"score_spread":0.1830017442995428,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}